ATE406627T1 - HEURISTIC CLASSIFICATION METHOD - Google Patents

HEURISTIC CLASSIFICATION METHOD

Info

Publication number
ATE406627T1
ATE406627T1 AT01948425T AT01948425T ATE406627T1 AT E406627 T1 ATE406627 T1 AT E406627T1 AT 01948425 T AT01948425 T AT 01948425T AT 01948425 T AT01948425 T AT 01948425T AT E406627 T1 ATE406627 T1 AT E406627T1
Authority
AT
Austria
Prior art keywords
algorithm
objects
learning algorithm
classify
classifying
Prior art date
Application number
AT01948425T
Other languages
German (de)
Inventor
Ben Hitt
Original Assignee
Correlogic Systems Inc
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Correlogic Systems Inc filed Critical Correlogic Systems Inc
Application granted granted Critical
Publication of ATE406627T1 publication Critical patent/ATE406627T1/en

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Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/211—Selection of the most significant subset of features
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/24—Classification techniques
    • G06F18/243—Classification techniques relating to the number of classes
    • G06F18/2433—Single-class perspective, e.g. one-against-all classification; Novelty detection; Outlier detection
    • Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y10—TECHNICAL SUBJECTS COVERED BY FORMER USPC
    • Y10S—TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y10S706/00—Data processing: artificial intelligence
    • Y10S706/90—Fuzzy logic
    • Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y10—TECHNICAL SUBJECTS COVERED BY FORMER USPC
    • Y10S—TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y10S706/00—Data processing: artificial intelligence
    • Y10S706/902—Application using ai with detail of the ai system
    • Y10S706/932—Mathematics, science, or engineering

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Data Mining & Analysis (AREA)
  • Physics & Mathematics (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Evolutionary Biology (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Computational Linguistics (AREA)
  • General Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Computing Systems (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Health & Medical Sciences (AREA)
  • Investigating Or Analysing Biological Materials (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
  • Threshing Machine Elements (AREA)
  • Electrotherapy Devices (AREA)
  • Image Analysis (AREA)
  • Ultra Sonic Daignosis Equipment (AREA)
  • Investigating Or Analyzing Materials By The Use Of Ultrasonic Waves (AREA)
  • Separation By Low-Temperature Treatments (AREA)

Abstract

The invention concerns heuristic algorithms for the classification of Objects. A first learning algorithm comprises a genetic algorithm that is used to abstract a data stream associated with each Object and a pattern recognition algorithm that is used to classify the Objects and measure the fitness of the chromosomes of the genetic algorithm. The learning algorithm is applied to a training data set. The learning algorithm generates a classifying algorithm, which is used to classify or categorize unknown Objects. The invention is useful in the areas of classifying texts and medical samples, predicting the behavior of one financial market based on price changes in others and in monitoring the state of complex process facilities to detect impending failures.
AT01948425T 2000-06-19 2001-06-19 HEURISTIC CLASSIFICATION METHOD ATE406627T1 (en)

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
US21240400P 2000-06-19 2000-06-19

Publications (1)

Publication Number Publication Date
ATE406627T1 true ATE406627T1 (en) 2008-09-15

Family

ID=22790864

Family Applications (1)

Application Number Title Priority Date Filing Date
AT01948425T ATE406627T1 (en) 2000-06-19 2001-06-19 HEURISTIC CLASSIFICATION METHOD

Country Status (19)

Country Link
US (3) US7096206B2 (en)
EP (1) EP1292912B1 (en)
JP (1) JP2003536179A (en)
KR (2) KR101047575B1 (en)
CN (2) CN1249620C (en)
AT (1) ATE406627T1 (en)
AU (1) AU2001269877A1 (en)
BR (1) BR0111742A (en)
CA (1) CA2411906A1 (en)
DE (1) DE60135549D1 (en)
EA (1) EA006272B1 (en)
HK (1) HK1059494A1 (en)
IL (1) IL153189A0 (en)
MX (1) MXPA02012167A (en)
NO (1) NO20026087L (en)
NZ (1) NZ522859A (en)
SG (1) SG143055A1 (en)
WO (1) WO2001099043A1 (en)
ZA (1) ZA200209845B (en)

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